The Direct Index
Report · Hong Kong cafes and bars · scanned 2026-10-20

熊豆 Kuma's Coffee

mnrcoffee.com is hard for agents to use.

Listed by Overture Maps.

CallWebsite

Ways to reach 熊豆 Kuma's Coffee directly, with no marketplace in between. Checked 2026-10-20. Report a mistake

駿運工業大廈, HKSAR, Kowloon · +85297689596

WhatsApp: a link on the site

Nearby, also direct

Places near 熊豆 Kuma's Coffee that take a booking or an order on their own website, with no marketplace in between.

Owners

The website's grade

An AI assistant can open 熊豆 Kuma's Coffee's website. It can't find a menu or price list, so it answers from other sites. It finds a phone number, but no link to book or order online.

41.5%

27 of 65 points available

1/5

agent-readiness level, Basic Web Presence

3

things to fix

Provisional, with the action test and the assistant citation check still to come. The hatched part of the bar isn't measured yet.

See what an AI agent reads on this site →

Assistants

What assistants answer

Each assistant gets three questions about this business: the official website, where to book and where to order. Each cell shows where the answer sent people.

The assistants haven't been asked about this business yet. They're asked about the top-ranked businesses in each city index, and about any business as soon as it's claimed. Claim this page to be included.

Where it stands

How 熊豆 Kuma's Coffee compares

Where it stands

376 of 701 in Hong Kong cafes and bars

Top 54% of the sites scanned in this index. Just above: deFoodies D, 施樂 D. Just below: 響茶文化創意 D, COA D.

What the top 10% of the index doesTop 10%This site
Take bookings or orders on their own domain93%no
Publish the menu or price list as HTML47%no
Let AI crawlers in (no block at the server or in robots.txt)96%yes
Structured data with address, phone and hours22%no
Have an llms.txt56%yes

The top 10% are the 72 highest-scoring reachable sites in the index at the last update.

Compared with its peers

Average scoreA or BThis site
Sites built with Duda 1,718 sites41%9%41.5%

Nearest places in the index

PlaceDistanceGradeDirect booking or ordering
Hamsta Crown Coffee & Corner85 mFno
好茶人家116 mFno
良茶坊養生花茶123 mByes
ScapaScandia133 mFno
釣魚臺尊品酒141 mFno
Bean Belt Coffee150 mCyes
Homeland Tea Garden152 mCno
First Glance157 mByes
WINE MOMENTS - Wine subscription & Wine club175 mCyes
港式飲食文化研究學院187 mFno
Businesses like yours

Businesses like 熊豆 Kuma's Coffee in Hong Kong cafes and bars

GroupSitesAvg scoreA or BThis site
Businesses of the same kind in Hong Kong cafes and bars70144%15%41.5%
Sites built with Duda in Hong Kong cafes and bars142%0%41.5%

The best of the businesses of the same kind in Hong Kong cafes and bars

One Small Step A 100% · 植作茶 A 100% · Frank's Records A 96.3% · Cats Tea Room Causeway Bay A 95.4% · City Cafe A 95.4%

After the top fixes

With the three fixes above (No structured data for the business; No booking or ordering link on the website; No menu or price list found), the score would be about 95.4%. That would be 4th of 701 in Hong Kong cafes and bars, up from 376th.

Peers are the businesses in the same index that have a reachable site, using the latest scan of each. The rank comes from the index's current ranking.

Findings

What to fix first

  1. No structured data for the business +15 points

    Add schema.org JSON-LD for the business (CafeOrCoffeeShop, BarOrPub or the closest type, with name, address, telephone and openingHoursSpecification, plus servesCuisine). Every assistant reads this block first, and the fix kit below has it filled in. How to fix it

  2. No booking or ordering link on the website +13 points

    There's only a phone number or WhatsApp, and agents can't use those yet. If you take bookings or orders through a platform, link to it from the site so agents can find it. Add a booking or ordering page. How to fix it

  3. No menu or price list found +7 points

    Agents answer 'what do they offer?' from marketplaces instead. Add a page with the menu or price list and link to it from the homepage. How to fix it

Send the fixes to your web person

One email with the fixes and the link. Nothing is stored.

No one is listed yet to fix this in Hong Kong cafes and bars. List your agency or yourself. It's free, and every listing is reviewed by hand.

Already right

  • robots.txt lets AI crawlers in No rule blocks the main AI user agents.
  • AI crawlers get the page GPTBot, ClaudeBot and PerplexityBot all got a normal response.

Builder: duda · Front: cloudflare · contact page /contact: nothing new

Fix kit

What to paste

Filled in from the business's own record and this scan. Check every line before it goes live. The guides show where it goes on duda.

Show the code to paste

Structured data (JSON-LD)

Paste it as one block in the page's head, or in the builder's custom code box. Change anything that's wrong. Guide.

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "LocalBusiness",
  "name": "熊豆 Kuma's Coffee",
  "url": "https://www.MnRcoffee.com/",
  "telephone": "+85297689596",
  "address": "駿運工業大廈, HKSAR, Kowloon",
  "geo": {
    "@type": "GeoCoordinates",
    "latitude": 22.311378320957,
    "longitude": 114.22330843034
  }
}
</script>
Owners

Own this business?

If you fixed something or think a check is wrong, rescan. Rescans are free. Claiming takes one email to confirm. After that, the three assistants are asked about the business right away and the site is rescanned every week. You get a message only when the score changes.

Rescan now · Markdown · Dispute a check

Keep watching this business: the assistants are asked again every month, and you see what changed. 2 EUR a month or 19 EUR a year. Deep report: ten questions to each assistant, plus the places nearby. 5 EUR, paid once. Reading and scanning stay free. These few euros pay for the questions sent to the assistants and for the servers.

Show the score

Owners who score well put the badge on their site. It links back here and updates with every scan.

Agent-Direct Score D

<a href="https://directindex.org/r/mnrcoffee.com"><img src="https://directindex.org/badge/mnrcoffee.com.svg" alt="Agent-Direct Score D" width="236" height="40"></a>
For developers and agents

What agents get, and what the site publishes

The direct record agents get for this business, the rails an agent could transact through, and the agent standards the site publishes.

Show the details
The direct record

What agents get for 熊豆 Kuma's Coffee

No direct path on record: the scan of 2026-10-20 found no booking or ordering link on mnrcoffee.com or on a vendor's site. The same record is served as JSON at /api/direct/mnrcoffee.com, through the MCP tool direct_record and in the city feed /city/hong-kong-cafes-bars/direct.json.

PathLinkStatus
Booknone on record
Ordernone on record
Menunone on record
Hoursnone on record
Phone+85297689596

Owners: claim the business below to correct this record; the claim email carries the link.

Transactable

Can an agent transact?

Measured, not scored: the Agent-Direct Score stays at specification v1.0. This says which rails an agent could transact through today, and what the booking or ordering vendor's terms allow.

UCP profile
/.well-known/ucp, Google and Shopify's Universal Commerce Protocol
no
ACP discovery document
/.well-known/acp.json, OpenAI and Stripe's Agentic Commerce Protocol
no
MCP server card
/.well-known/mcp/server-card.json
no
Ordering vendor that takes agent orders
Square, Toast, or a vendor whose terms allow agents
no
Agent readiness

Level 1 of 5, Basic Web Presence

These are the standards an agent looks for before it reads a page, checked the same way as Cloudflare's Agent Readiness scan. They don't count toward the score. Each missing item links to a how-to. Cloudflare's report.

Link headers on the homepageno how
sitemap.xmlyes
AI bot rules in robots.txtno how
Content Signals in robots.txtno how
Markdown on Accept: text/markdownno how
llms.txtyes
API catalog (RFC 9727)no how
MCP server cardno how
A2A agent cardno how
Agent Skills indexno how
OAuth or OIDC discoveryno how
OAuth protected resource metadatano how
auth.mdno how
Web Bot Auth key directoryno how
ARD capability manifestno how
DNS-AID recordsno how
WebMCP tools on the pageno how
JSON-LD for the businessno